
*** OPEN LOG/OUTPUT FILE ***

log using "C:\Users\gk57526\Dropbox\Executive Particularism (Matt Zarit)\Cooperative Agreements\Empirics\OCTOBER 2020\Output\cooperativeagreements.UQFE.SUPPLEMENTARY ANALYSIS #1.11-07-2020.smcl", replace






*** ALL COOPERATIVE AGREEMENTS [NEW AWARDS, CONTINUATION OF PREVIOUS AWARDS, & REVISIONS OF EXISTING AWARDS] ***


*** SUPPLEMENTARY ANALYSES INVOLVING BOTH AGENCY HEAD MANAGERIAL COMPETENCE & AGENCY STAFF PROFESSIONALISM CONDITIONAL EFFECTS BY PARTER ORGANIZATION TYPE [INCLUDING AGENCY HEAD POLICY EXPERTISE] *** 




**** ACCESS DATABASE ***

use "C:\Users\gk57526\Dropbox\Executive Particularism (Matt Zarit)\Cooperative Agreements\Empirics\OCTOBER 2020\Data\cooperativeagreements.grantlevel.MANUSCRIPT MODELS.11-06-2020.dta", replace





set matsize 10000




*** CREATE RELEVANT INTERACTION TERMS FOR MANAGERIAL COMPETENCE AND AGENCY STAFF TECHNICAL EXPERTISE COVARIATES *** 


quietly xtrifreg fed_funding   zpolicy2_abszero zmanage2_abszero ceo privmgt zloyalty2_abszero nongov_recip pctagency_packing perc_prof  ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(05)


*** OBTAIN DESCRIPTIVE STATISTICS FOR RELEVANT COVARIATES TO COMPUTE POSITIVE INTERQUARTILE UNIT CHANGE IN AGENCY HEAD POLICY COMPETENCE ///
*** IN AGENCY HEAD MANAGERIAL COMPETENCE [zmanage2_abszero] & AGENCY STAFF PROFESSIONALISM [perc_prof] BASED ON EFFECTIVE SAMPLE [N = 241,730] ***



* INTERQUARTILE DIFFERENCES FOR EFFECTIVE SAMPLE PERIOD [FULL SAMPLE: N = 241,730] *
sum zpolicy2_abszero perc_prof if e(sample), detail 
display  2.501583 - 1.452532
display  2.314321 - 1.12634
display 0.3981229 - 0.2582625

*
*
*
* INTERQUARTILE DIFFERENCES FOR EFFECTIVE SAMPLE PERIOD [GOVERNMENT SUBSAMPLE: N = 151,851] *
sum zpolicy2_abszero  zmanage2_abszero perc_prof if e(sample) & nongov_recip==0, detail 
display 2.478046 - 1.452532
display 2.089053 - 1.130823
display 0.3924389 - 0.2117014
*
* INTERQUARTILE DIFFERENCES FOR EFFECTIVE SAMPLE PERIOD [NON-GOVERNMENT SUBSAMPLE: N = 89,879] *
sum zpolicy2_abszero zmanage2_abszero perc_prof if e(sample) & nongov_recip==1, detail 
display 2.501583 - 1.519779
display 2.384927 - 1.12634
display 0.4115432 - 0.2665873
*
*
*
* INTERQUARTILE DIFFERENCES FOR EFFECTIVE SAMPLE PERIOD [NON-PROFIT/NON-GOVERNMENT SUBSAMPLE: N = 44,333] *
sum zpolicy2_abszero zmanage2_abszero perc_prof if e(sample) & nonprofit_recip==1, detail 
display 2.320016 - 1.718157
display 2.384927 - 1.18686
display 0.4561332 - 0.2674963

* INTERQUARTILE DIFFERENCES FOR EFFECTIVE SAMPLE PERIOD [PRIVATE/NON-GOVERNMENT SUBSAMPLE: N = 45,546] *
sum zpolicy2_abszero  zmanage2_abszero perc_prof if e(sample) & private_recip==1, detail 
display 2.807556 - 1.116298
display 2.384927 - 0.8730538
display 0.3981229 - 0.2636474



 
 
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*** I. MODEL 1.2.S1: PROGRAM, SUBAGENCY, AND TIME FEs [WITH PROGRAM-CLUSTERED STANDARD ERRORS]: INTERACTION BETWEEN POLICY EXPERTISE & NON-GOVERNMENT PARTNER RECIPIENT ***


*** CREATE NON-GOVERNMENT PARTNER/RECIPIENT INTERACTION COVARIATES[AGENCY HEAD MANAGERIAL SKILLS & AGENCY STAFF TECHNICAL EXPERTISE] ***

generate zman2azng = zmanage2_abszero * nongov_recip
*
generate percprofng = perc_prof  * nongov_recip



**** EVALUATE VARYING $-VALUED COOPERATIVE AGREEMENTS AT CONDITIONAL QUANTILES *****



** UNCONDITIONAL QUANTILE FIXED EFFECTS MODEL [Q = 0.05, 0.10, 0.25, 0.50, 0.75, 0.90, 0.95] **


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* Q = 0.05 [$ 2,126.956: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(05)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.05 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.05 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.05 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.05 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*


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* Q = 0.10 [$ 5,249.512: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero  ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(10)

estat ic




*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.10 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.10 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.10 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.10 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*
*
*
*


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* Q = 0.25 [$ 17,862.89: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(25)

estat ic




*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.25 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.25 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.25 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.25 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*


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* Q = 0.50 [$ 63,306.38: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(50)

estat ic



*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.50 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.50 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.50 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.50 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*


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* Q = 0.75 [$ 233,762: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero   ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(75)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.75 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.75 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.75 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.75 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*




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* Q = 0.90 [$ 786,330.1: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng ceo privmgt pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero   ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(90)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.90 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.90 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.90 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.90 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*



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* Q = 0.95 [$ 1,623,405: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng  ceo privmgt  pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero   ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(95)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.95 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-GOVERNMENT PARTNER/RECIPIENT EFFECT APPEARS SECOND ****


** ESTIMATES FOR FIGURE 5A.i: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 
*
** ESTIMATES FOR FIGURE 5B.i: Q = 0.95 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azng*2.501583 - zpolicy2_abszero*1.452532 - zpol2azng*1.519779)
*
* 
*
** ESTIMATES FOR FIGURE 5A.ii: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 
*
** ESTIMATES FOR FIGURE 5B.ii: Q = 0.95 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azng*2.384927 - zmanage2_abszero*1.130823 - zman2azng*1.12634)
*
*
*
** ESTIMATES FOR FIGURE 5A.iii: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 5B.iii: Q = 0.95 [NON-GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofng*0.4115432 - perc_prof*0.2117014 - percprofng*0.2665873)
*
*
*

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** FOR REGRESSION COMPARISON PURPOSES ONLY **   
 
* E [LN (Y)]  LOGGED TRANSFORMED CONDITIONAL MEAN [OLS]: [UNTRANSFORMED: $ 408,215; LOGGED TRANSFORMED CONVERSION: $ 61,101: N = 241,730] *
regress ln_fed_funding zpolicy2_abszero zpol2azng zmanage2_abszero zman2azng  ceo privmgt  pctagency_packing perc_prof percprofng nongov_recip zloyalty2_abszero ///
electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  i.subagency ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 ///
year_06 year_07 year_08, vce(cluster subagency)

estat ic




**************************************************************************************************************************************************************************************
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**************************************************************************************************************************************************************************************




 
*** I. MODEL 1.3.S1: PROGRAM, SUBAGENCY, AND TIME FEs [WITH PROGRAM-CLUSTERED STANDARD ERRORS]: INTERACTIONS BETWEEN POLICY EXPERTISE ///
***               & NON-PROFIT AND PRVATE SECTOR RECIPIENTS ***



*** CREATE NON-PROFIT PARTNER/PRIVATE PARTNER RECIPIENT INTERACTION COVARIATES [AGENCY HEAD MANAGERIAL SKILLS & AGENCY STAFF TECHNICAL EXPERTISE] ***

*
generate zman2aznp = zmanage2_abszero * nonprofit_recip
*
generate zman2azpriv = zmanage2_abszero * private_recip
*
*
generate percprofnp = perc_prof * nonprofit_recip
*
generate percprofpriv = perc_prof * private_recip





**** EVALUATE VARYING $-VALUED COOPERATIVE AGREEMENTS AT CONDITIONAL QUANTILES *****



** UNCONDITIONAL QUANTILE FIXED EFFECTS MODEL [Q = 0.05, 0.10, 0.25, 0.50, 0.75, 0.90, 0.95] **


**************************************************************************************************************************************************************************************
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**************************************************************************************************************************************************************************************


* Q = 0.05 [$ 2,126.956: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero  zman2aznp zman2azpriv ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(05)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.05 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.05 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.05 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.05 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.05 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.05 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.05 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.05 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)



**************************************************************************************************************************************************************************************
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* Q = 0.10 [$ 5,249.512: N = 241,730] *
xtrifreg fed_funding    zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero  zman2aznp zman2azpriv ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(10)

estat ic



*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.10 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.10 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.10 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.10 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.10 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.10 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.10 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.10 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)




**************************************************************************************************************************************************************************************
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* Q = 0.25 [$ 17,862.89: N = 241,730] *
xtrifreg fed_funding    zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero  zman2aznp zman2azpriv ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip /// 
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ln_l1_recip_grantamt /// 
ln_l2_recip_grantamt ln_l3_recip_grantamt subagency_2 subagency_3 subagency_4 subagency_5 subagency_6 subagency_7 subagency_8 subagency_9 subagency_10 subagency_11 ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(25)

estat ic



*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.25 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 



** ESTIMATES FOR FIGURE 6A.i: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.25 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.25 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.25 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.25 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.25 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.25 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.25 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)



**************************************************************************************************************************************************************************************
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* Q = 0.50 [$ 63,306.38: N = 241,730] *
xtrifreg fed_funding    zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero zman2aznp zman2azpriv  ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt   ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(50)

estat ic


*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.50 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.50 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.50 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.50 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.50 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.50 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.50 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.50 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)



**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
  

* Q = 0.75 [$ 233,762: N = 241,730] *
xtrifreg fed_funding    zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero zman2aznp zman2azpriv  ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip /// 
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(75)

estat ic



*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.75 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.75 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.75 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.75 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.75 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.75 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.75 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.75 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)
*



**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
  
  
* Q = 0.90 [$ 786,330.1: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero zman2aznp zman2azpriv  ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(90)

estat ic




*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.90 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.90 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.90 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.90 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.90 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.90 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.90 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.90 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)



**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
**************************************************************************************************************************************************************************************
   
   
 
* Q = 0.95 [$ 1,623,405: N = 241,730] *
xtrifreg fed_funding   zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero zman2aznp zman2azpriv ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt  ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 year_06 year_07 year_08, ///
fe i(subagency) q(95)

estat ic



*** AVERAGE MARGINAL INTERQUARTILE RANGE EFFECTS OF KEY INTERACTION COVARIATES ON COOPERATIVE AGREEMENT SIZE [IN CONSTANT DOLLAR TERMS] AT Q = 0.95 ///


*** NOTE: GOVERNMENT PARTNER/RECIPIENT EFFECT IS THE BASELINE EFFECT APPEARING FIRST, THE TOTAL NON-PROFIT PARTNER/RECIPIENT EFFECT APPEARS SECOND, ///
****      THE PRIVATE PARTNER/RECIPIENT APPEARS THIRD 


** ESTIMATES FOR FIGURE 6A.i: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 - zpolicy2_abszero*1.452532) 

** ESTIMATES FOR FIGURE 6B.i: Q = 0.95 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2aznp*2.320016 - zpolicy2_abszero*1.452532 - zpol2aznp*1.718157)

** ESTIMATES FOR FIGURE 6C.i: Q = 0.95 [PRIVATE PARTNER/RECIPIENT] **
lincom (zpolicy2_abszero*2.478046 + zpol2azpriv*2.807556 - zpolicy2_abszero*1.452532 - zpol2azpriv*1.116298)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.ii: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 - zmanage2_abszero*1.130823) 

** ESTIMATES FOR FIGURE 6B.ii: Q = 0.95 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2aznp*2.384927 - zmanage2_abszero*1.130823 - zman2aznp*1.18686)

** ESTIMATES FOR FIGURE 6C.ii: Q = 0.95 [PRIVATE PARTNER/RECIPIENT] **
lincom (zmanage2_abszero*2.089053 + zman2azpriv*2.384927 - zmanage2_abszero*1.130823 - zman2azpriv*0.8730538)
*
*
*
*
** ESTIMATES FOR FIGURE 6A.iii: Q = 0.95 [GOVERNMENT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 - perc_prof*0.2117014) 

** ESTIMATES FOR FIGURE 6B.iii: Q = 0.95 [NON-PROFIT PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofnp*0.4561332 - perc_prof*0.2117014 - percprofpriv*0.2674963)

** ESTIMATES FOR FIGURE 6C.iii: Q = 0.95 [PRIVATE PARTNER/RECIPIENT] **
lincom (perc_prof*0.3924389 + percprofpriv*0.3981229 - perc_prof*0.2117014 - percprofpriv*0.2636474)



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** FOR REGRESSION COMPARISON PURPOSES ONLY **   
 
* E [LN (Y)]  LOGGED TRANSFORMED CONDITIONAL MEAN [OLS]: [UNTRANSFORMED: $ 408,215; LOGGED TRANSFORMED CONVERSION: $ 61,101: N = 241,730] *
regress ln_fed_funding zpolicy2_abszero zpol2aznp zpol2azpriv  zmanage2_abszero zman2aznp zman2azpriv ceo privmgt pctagency_packing  perc_prof percprofnp percprofpriv nonprofit_recip private_recip  ///
zloyalty2_abszero electionyear unified pres_party house_majority any_chair house_app house_ways lnnewpop pctpoverty pcincomecd   action_a action_b ///
ln_l1_recip_grantamt ln_l2_recip_grantamt ln_l3_recip_grantamt    i.subagency ///
year_89 year_90 year_91 year_92 year_93 year_94  year_95 year_96 year_97 year_98 year_99 year_00 year_01 year_02 year_03 year_04 year_05 ///
year_06 year_07 year_08, vce(cluster subagency)

estat ic



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save "C:\Users\gk57526\Dropbox\Executive Particularism (Matt Zarit)\Cooperative Agreements\Empirics\OCTOBER 2020\Data\cooperativeagreements.grantlevel.SUPPLEMENTARY ANALYSIS #1.11-07-2020.dta",  replace


   
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